Introducing MemGPT: Advanced LLM Agents with Long-Term Memory and Custom Tools
MemGPT is a state-of-the-art platform tailored to develop and deploy stateful Large Language Model (LLM) agents equipped with long-term memory functionalities and personalized tools. Unlike conventional LLM setups, MemGPT agents excel in managing historical interactions, integrating external data, and executing tailored functions, making them ideal for intricate and continuous tasks.
Key Features
- Stateful Agents
- Track historical conversations
- Manage evolving memories
- Deliver coherent and context-aware responses
- Long-Term Memory Management
- Access and update past information
- Sustain context over extended periods
- Enhance responses based on accumulated knowledge
- External Data Integration
- Utilize external data sources ('Sources')
- Cache data in a vector database
- Enrich agent knowledge with domain-specific insights
- Custom Tools and Functions
- Create Python functions with specific annotations
- Integrate tools for specialized tasks
- Access external services seamlessly
- Flexible Agent Configuration
- Design presets with system prompts and tools
- Manage human profiles and agent personas
- Adapt agent behavior and knowledge base easily
Getting Started: Creating an Agent
To initiate a MemGPT agent, utilize the following CLI command:
memgpt run --agent
Load external data sources using:
memgpt load directory --name short_stories --input-dir short_stories/
Add new profiles by:
memgpt add [human/persona] -f [FILENAME] --name [NAME]
Applications
MemGPT finds application in various scenarios, such as:
- Personal assistants tailored to user preferences
- Customer service bots with conversation history
- Research assistants for data integration and analysis
- Multi-agent, multi-user services for complex interactions
Community and Development
MemGPT is an open-source project under dynamic development. Get involved:
- Engage in real-time discussions on Discord
- Contribute to the project on GitHub
- Stay informed with research updates at research.memgpt.ai
By harnessing MemGPT, developers and researchers can empower AI agents with advanced capabilities, contextual understanding, and enhanced performance, revolutionizing the possibilities with large language models.
